Triple
T4555271
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Laravel |
E120464
|
entity |
| Predicate | developer |
P73
|
FINISHED |
| Object |
Taylor Otwell
Taylor Otwell is an American software developer best known as the creator and lead maintainer of the Laravel PHP web application framework.
|
E452786
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Taylor Otwell | Statement: [Laravel, developer, Taylor Otwell]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Taylor Otwell Context triple: [Laravel, developer, Taylor Otwell]
-
A.
Andrew Miano
Andrew Miano is an American film producer known for his work on independent and critically acclaimed movies, often collaborating with director Tom Ford and others.
-
B.
Dylan Tichenor
Dylan Tichenor is an American film editor known for his work on acclaimed films such as "There Will Be Blood," "Boogie Nights," and "The Royal Tenenbaums."
-
C.
John Flaugher
John Flaugher is the birth name of Michael Reagan, the American political commentator and adopted son of former U.S. President Ronald Reagan and actress Jane Wyman.
-
D.
Kurt Egyiawan
Kurt Egyiawan is a British-Nigerian actor known for his work in film, television, and theatre, including roles in projects such as "Beasts of No Nation" and "The Exorcist" TV series.
-
E.
Spencer Laudiero
Spencer Laudiero is an American animation director and storyboard artist known for his work on television series such as "Family Guy" and "The Orville."
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Taylor Otwell Triple: [Laravel, developer, Taylor Otwell]
Generated description
Taylor Otwell is an American software developer best known as the creator and lead maintainer of the Laravel PHP web application framework.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Taylor Otwell Target entity description: Taylor Otwell is an American software developer best known as the creator and lead maintainer of the Laravel PHP web application framework.
-
A.
Andrew Miano
Andrew Miano is an American film producer known for his work on independent and critically acclaimed movies, often collaborating with director Tom Ford and others.
-
B.
Dylan Tichenor
Dylan Tichenor is an American film editor known for his work on acclaimed films such as "There Will Be Blood," "Boogie Nights," and "The Royal Tenenbaums."
-
C.
John Flaugher
John Flaugher is the birth name of Michael Reagan, the American political commentator and adopted son of former U.S. President Ronald Reagan and actress Jane Wyman.
-
D.
Kurt Egyiawan
Kurt Egyiawan is a British-Nigerian actor known for his work in film, television, and theatre, including roles in projects such as "Beasts of No Nation" and "The Exorcist" TV series.
-
E.
Spencer Laudiero
Spencer Laudiero is an American animation director and storyboard artist known for his work on television series such as "Family Guy" and "The Orville."
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69bd4636f1648190a701445c2fcd9c17 |
completed | March 20, 2026, 1:05 p.m. |
| NER | Named-entity recognition | batch_69bd5813af948190b10b02dadf6496bf |
completed | March 20, 2026, 2:22 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bdc57d59f88190857cbda79caf3c38 |
completed | March 20, 2026, 10:09 p.m. |
| NEDg | Description generation | batch_69bdc8a14ca88190b4104c113e150edd |
completed | March 20, 2026, 10:22 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69bdc95f7064819081c69df00a869c31 |
completed | March 20, 2026, 10:25 p.m. |
Created at: March 20, 2026, 1:09 p.m.